A PyTorch toolbox for domain generalization, domain adaptation and semi-supervised learning.

Caption-Anything is a versatile tool combining image segmentation, visual captioning, and ChatGPT, generating tailored captions with diverse controls for user preferences. https://huggingface.co/sp…

Prompt Learning for Vision-Language Models (IJCV'22, CVPR'22)

Re-implementation of the StylEx paper, training a GAN to explain a classifier in StyleSpace, paper by Lang et al. (2021).

CLIP (Contrastive Language-Image Pretraining), Predict the most relevant text snippet given an image

official implementation of "Interpreting CLIP's Image Representation via Text-Based Decomposition"

Let us control diffusion models!

A curated reading list for large language model (LLM) alignment. Take a look at our new survey "Large Language Model Alignment: A Survey" for more details!

An eXplainable AI toolkit with Concept Relevance Propagation and Relevance Maximization

Code for OrthDNNs: Orthogonal Deep Neural Networks

Code for paper "Orthogonal Convolutional Neural Networks".

CVPR 2024 论文和开源项目合集

中国大模型

OpenMMLab Pre-training Toolbox and Benchmark

This is the code for the paper Embrace the Gap: VAEs perform Independent Mechanism Analysis, showing that optimizing the ELBO is equivalent to optimizing the IMA-regularized log-likelihood under ce…

disentanglement_lib is an open-source library for research on learning disentangled representations.

Code for the paper: "Independent mechanism analysis, a new concept?"

Code release for Deep Incubation (https://arxiv.org/abs/2212.04129)

Official repository for CVPR21 paper "Deep Stable Learning for Out-Of-Distribution Generalization".

NeurIPS 2021 | Fine-Grained Neural Network Explanation by Identifying Input Features with Predictive Information

[CVPR 2022 Oral] Code release for "Causality Inspired Representation Learning for Domain Generalization"

[ECCV2022] Factorizing Knowledge in Neural Networks

Trustworthy AI related projects

Codes for our ICLR2020 paper: Knowledge Consistency between Neural Networks and Beyond

PyTorch code for EMNLP 2019 paper "LXMERT: Learning Cross-Modality Encoder Representations from Transformers".

Masked World Models for Visual Control

MuKEA: Multimodal Knowledge Extraction and Accumulation for Knowledge-based Visual Question Answering

PyTorch implementation of Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy